{"id":"W2109605669","doi":"10.3390/biology2020514","title":"Composition, Diversity, and Stability of Microbial Assemblages in Seasonal Lake Ice, Miquelon Lake, Central Alberta","year":2013,"lang":"en","type":"article","venue":"Biology","topic":"Polar Research and Ecology","field":"Environmental Science","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"Natural Sciences and Engineering Research Council of Canada; University of Alberta; Alberta Innovates; Alberta Innovates - Technology Futures","keywords":"Biology; Ecology; Bacteroidetes; Actinobacteria; Microbial loop; Sea ice; Algae; Ice core; Oceanography; Phytoplankton; Bacteria; Geology; Nutrient; Paleontology; 16S ribosomal RNA","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0001348071,0.00005991078,0.0001189799,0.00002059903,0.00009153825,0.000004362325,0.0001315322,0.00008658297,0.004385528],"category_scores_gemma":[0.00003928756,0.00005361806,0.0000196243,0.0000583125,0.0003720067,0.00008956864,0.0007668098,0.00008250195,0.0000884142],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003664764,"about_ca_system_score_gemma":0.000007824092,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.008122891,"about_ca_topic_score_gemma":0.18649,"domain_scores_codex":[0.9992221,0.0001508488,0.0001007945,0.0001802758,0.00004252987,0.0003034493],"domain_scores_gemma":[0.9996938,0.0001022537,0.00002921185,0.00007999886,0.000006529904,0.00008821053],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00002203851,0.00007772502,0.9205036,0.000005115504,0.000004100253,0.000001034555,0.0001582884,8.887505e-7,0.07820344,0.00004007124,0.0006491822,0.0003344828],"study_design_scores_gemma":[0.0002752384,0.00008716613,0.9956549,0.000001685392,0.000001576771,0.000004099783,0.00001271342,0.00004966191,0.002398619,0.0003595842,0.001101171,0.00005361118],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9981877,0.00001749055,0.00001018997,0.0004738143,0.00004096039,0.0001498444,0.00003128473,0.000003994689,0.001084784],"genre_scores_gemma":[0.9996883,0.00002034357,0.00008495934,0.0001042693,0.0000102441,0.000003932943,0.00003647052,0.000001977451,0.00004948905],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1783671,"threshold_uncertainty_score":0.9984821,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01337865615450395,"score_gpt":0.2275061907667303,"score_spread":0.2141275346122264,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}